Which SSIM Approach Should You Use for 3D Microscopy Data? For 3D image comparison, a true volumetric SSIM (3D SSIM) is preferable over a slice-wise mean. The slice-wise approach treats each 2D image separately, ignoring the spatial relationships between slices. This can lead to misleading similarity scores, especially when evaluating smooth structures or volumetric textures.